A new line symmetry distance based automatic clustering technique: Application to image segmentation

2011 ◽  
Vol 21 (1) ◽  
pp. 86-100 ◽  
Author(s):  
Sriparna Saha ◽  
Ujjwal Maulik
Keyword(s):  
Image Segmentation ◽  
Clustering Technique ◽  
Automatic Clustering

A population-based automatic clustering algorithm for image segmentation

2021 ◽  
Author(s):  
Seyed Jalaleddin Mousavirad ◽  
Gerald Schaefer ◽  
Mahshid Helali Moghadam ◽  
Mehrdad Saadatmand ◽  
Mahdi Pedram
Keyword(s):  
Image Segmentation ◽  
Clustering Algorithm ◽  
Population Based ◽  
Automatic Clustering

Automatic MRI Brain Image Segmentation Using Gravitational Search-Based Clustering Technique

2017 ◽  
pp. 115-130
Author(s):  
Vijay Kumar ◽  
Jitender Kumar Chhabra ◽  
Dinesh Kumar
Keyword(s):  
Image Segmentation ◽  
Brain Images ◽  
Brain Image ◽  
Clustering Technique ◽  
Mri Brain ◽  
Gravitational Search ◽  
The Brain ◽  
Mri Brain Image ◽  
Brain Tissues ◽  
Brain Image Segmentation

Image segmentation plays an important role in medical imaging applications. In this chapter, an automatic MRI brain image segmentation framework using gravitational search based clustering technique has been proposed. This framework consists of two stage segmentation procedure. First, non-brain tissues are removed from the brain tissues using modified skull-stripping algorithm. Thereafter, the automatic gravitational search based clustering technique is used to extract the brain tissues from the skull stripped image. The proposed algorithm has been applied on four simulated T1-weighted MRI brain images. Experimental results reveal that proposed algorithm outperforms the existing techniques in terms of the structure similarity measure.

scholarly journals An Automatic Clustering Technique for Optimal Clusters

2011 ◽  
Vol 1 (4) ◽  
pp. 133-144
Author(s):  
Karteeka Pavan ◽  
Allam Appa Rao ◽  
Dattatreya Rao
Keyword(s):  
Clustering Technique ◽  
Automatic Clustering
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